{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "before and after removing redundant events 99025, 12216 \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#!/usr/bin/env python\n",
    "# coding: utf-8\n",
    "\"\"\"\n",
    "HJ@USC\n",
    "2018-10-25\n",
    "event.car: evid lat lon dep x y mag\n",
    "phase_all.dat.latlonxy.region\n",
    "Output: new event.dat_remove-redundant-events\n",
    "\"\"\"\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import os\n",
    "events = np.loadtxt('event.car')\n",
    "threshold_evnum=1\n",
    "dx,dy,dz = 2,2,2 # km\n",
    "xmin,xmax = -1000,1000  # km\n",
    "ymin,ymax = -1000,1000\n",
    "zmin,zmax = -1000,1000\n",
    "nxcell=int(np.ceil((xmax-xmin)/dx))\n",
    "nycell=int(np.ceil((ymax-ymin)/dy))\n",
    "nzcell=int(np.ceil((zmax-zmin)/dz))\n",
    "ev_x_total = []\n",
    "ev_y_total = []\n",
    "xyzcell = {}\n",
    "for ev in events:\n",
    "    evid = int(ev[0])\n",
    "    lat = ev[1]\n",
    "    lon = ev[2]\n",
    "    ev_dep = ev[3]\n",
    "    ev_x,ev_y = ev[4],ev[5]\n",
    "    ev_x_total.append(ev_x)\n",
    "    ev_y_total.append(ev_y)\n",
    "    #if (ev_x>region_x[0] and ev_x<region_x[1]) and (ev_y>region_y[0] and ev_y<region_y[1]):\n",
    "    if True:\n",
    "        ix,iy,iz=int(np.ceil((ev_x-xmin)/dx)),int(np.ceil((ev_y-ymin)/dy)),int(np.ceil((ev_dep-zmin)/dz))\n",
    "        if (ix,iy,iz) in xyzcell:\n",
    "            xyzcell[ix,iy,iz].append(ev)\n",
    "        else:\n",
    "            xyzcell[ix,iy,iz]=[ev]\n",
    "count_old = []\n",
    "count_new = []\n",
    "for i in xyzcell:\n",
    "    count_old.append(len(xyzcell[i]))\n",
    "    temp = xyzcell[i]\n",
    "    if len(xyzcell[i]) >threshold_evnum:\n",
    "        xyzcell[i] = random.sample(temp, threshold_evnum)\n",
    "    count_new.append(len(xyzcell[i]))\n",
    "# plt.subplot(1,2,1)\n",
    "# plt.hist(count_old,color='blue',alpha=0.5,label='count_old')\n",
    "# plt.legend()\n",
    "# plt.subplot(1,2,2)\n",
    "# plt.hist(count_new,color='pink',alpha=0.5,label='count_new')\n",
    "# plt.legend()\n",
    "# plt.tight_layout()\n",
    "# plt.pause(1)\n",
    "ev_x_new = []\n",
    "ev_y_new = []\n",
    "ev_id_new = []\n",
    "for i in xyzcell:\n",
    "    temp=xyzcell[i]\n",
    "    for ev in temp:\n",
    "        x,y=ev[4],ev[5]\n",
    "        ev_x_new.append(x)\n",
    "        ev_y_new.append(y)\n",
    "        ev_id_new.append(int(ev[0]))\n",
    "\n",
    "plt.figure(figsize=[10,5])\n",
    "plt.subplot(1,2,1)\n",
    "plt.plot(ev_x_total,ev_y_total,'*')\n",
    "plt.title('Before removing redundant events')\n",
    "plt.xlabel('X(km)')\n",
    "plt.ylabel('Y(km)')\n",
    "plt.axis([-100,100,-100,100])\n",
    "plt.subplot(1,2,2)\n",
    "plt.plot(ev_x_new,ev_y_new,'*')\n",
    "plt.axis([-100,100,-100,100])\n",
    "plt.title('After removing redundant events')\n",
    "plt.xlabel('X(km)')\n",
    "plt.ylabel('Y(km)')\n",
    "plt.tight_layout()\n",
    "plt.savefig('BeforeAndAfter-remove-redundant-events.png',dpi=300)\n",
    "\n",
    "print('before and after removing redundant events {}, {} '.format(len(ev_x_total),len(ev_x_new)))\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# if you have event.dat, so you can uncomment this block\n",
    "# print new event.dat after matching the ev_id_new\n",
    "# with open('./Input/event.dat','r') as f:\n",
    "#     temp = f.read().splitlines()\n",
    "# with open ('event.dat_remove-redundant-events','w') as f :\n",
    "#     for ev in temp:\n",
    "#         if int(ev.split()[-2]) in ev_id_new:\n",
    "#             f.write(ev + '\\n')\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2000\n",
      "2001\n",
      "2002\n",
      "2003\n",
      "2004\n",
      "2005\n",
      "2006\n",
      "2007\n",
      "2008\n",
      "2009\n",
      "2010\n",
      "2011\n",
      "2012\n",
      "2013\n",
      "2014\n",
      "2015\n",
      "2016\n",
      "old and new P Phase:  1171981 274930\n",
      "old and new S Phase:  134061 33375\n",
      "event number:  12216\n"
     ]
    }
   ],
   "source": [
    "with open('phase_Redundant.dat.reloc.latlon.region','w') as f:\n",
    "    count_p=0\n",
    "    count_s=0\n",
    "    count_p_new=0\n",
    "    count_s_new=0\n",
    "    count_ev = 0\n",
    "    for year in range(2000,2017):\n",
    "        print(year)\n",
    "        with open('phase_selected'+str(year)+'.dat.reloc.latlonxy.region','r') as ff:\n",
    "            temp=ff.read().splitlines()\n",
    "        flag_write=0\n",
    "        for line in temp:\n",
    "            temp_info=line.split()\n",
    "            if temp_info[0]==\"#\":\n",
    "                evid = int(temp_info[-3])\n",
    "                if evid in ev_id_new:\n",
    "                    count_ev = count_ev +1\n",
    "                    f.write(line+'\\n')\n",
    "                    flag_write=1\n",
    "                else:\n",
    "                    flag_write=0\n",
    "            else:\n",
    "                staname = temp_info[0]\n",
    "                dt = temp_info[1]\n",
    "                weight = temp_info[2]\n",
    "                phtype = temp_info[3]\n",
    "                if phtype=='P' or phtype =='p':\n",
    "                    count_p = count_p+1\n",
    "                elif phtype==\"S\" or phtype==\"s\":\n",
    "                    count_s = count_s+1\n",
    "                if flag_write==1:\n",
    "                    if phtype=='P' or phtype =='p':\n",
    "                        count_p_new = count_p_new+1\n",
    "                    elif phtype==\"S\" or phtype==\"s\":\n",
    "                        count_s_new = count_s_new+1\n",
    "                    f.write(line+'\\n') \n",
    "print('old and new P Phase: ',count_p,count_s)\n",
    "print('old and new S Phase: ',count_p_new,count_s_new)\n",
    "print('event number: ', count_ev)\n",
    "os.system('sh delete_xy.sh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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